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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Huggingface Diffusers Video Generation
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Roboflow Rf detr ONNX Export
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
Principles
- Principle:Apache Kafka PR Metadata Retrieval
- Principle:Confident ai Deepeval Framework Instrumentation
- Principle:FlowiseAI Flowise Subscription Management
- Principle:Openai Openai node Tool Execution Loop
- Principle:CARLA simulator Carla Python API Build
- Principle:Apache Flink Partition Management
- Principle:Obss Sahi Model Weight Download
- Principle:Mit han lab Llm awq Interactive Multimodal Demo
- Principle:Evidentlyai Evidently ML Task Configuration
- Principle:Sdv dev SDV Range Constraint
Implementations
- Implementation:Scikit learn Scikit learn MockingUtils
- Implementation:Datajuicer Data juicer RemoveRepeatSentencesMapper
- Implementation:Scikit learn Scikit learn RandomSampling
- Implementation:Ggml org Llama cpp Memory Header
- Implementation:Ggml org Ggml Sam encode image
- Implementation:Apache Druid InputFormatStep
- Implementation:Alibaba ROLL ContextParallelGather
- Implementation:Pyro ppl Pyro MCMC Sampler
- Implementation:NVIDIA TransformerEngine JAX XLA Attention
- Implementation:Alibaba ROLL VocabParallelLogprobs
Heuristics
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
Environments
- Environment:Helicone Helicone Wrangler CLI
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Huggingface Diffusers Attention Backends
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Sgl project Sglang GitHub Actions